Ultra PatternsAI interface patterns with receipts

Patterns with receipts

AI interface patterns, with the evidence attached

Answer five questions about your context and see which patterns fit. Read what happened when Flemish companies and organisations tried them, and measure it yourself in ten minutes.

Browse the patternsFind my patterns

Version 1, public since 23 October 2026. Changelog

19patterns
3practice cases
1partner study
3project partners
What this isA library of interface patterns for products with AI inside: forms that suggest, dashboards that label, assistants that talk. Made by ULTRA, User-friendly and Trustworthy AI, a project of Odisee, KU Leuven and Arteveldehogeschool.
What a receipt isThe result of one test, printed on the card: which case, what was compared, how many people took part, what happened, and what we still do not know. The plan behind it, written before the analysis, is the study card. No receipt, no Tested label.
What a case isA Flemish company or organisation with an AI feature and real users. We build two versions, test them with those users, and publish the result, good or bad, once the company has approved what we show.

Three ways in

Pick the one that fits how you work. All of them end at a pattern card with its receipt.

What are you building?

Pick your interface type and get the patterns that fit it.

Chat or assistantDashboard with AI insightsAn app that adapts

Show me the evidence

Patterns sorted by evidence label, strongest first. Tested and Tested (pilot) carry the receipt of a controlled comparison; a Seen in a case card can carry the receipt of an observation.

Tested and Tested (pilot) · 3Seen in a case · 16On the list · 15

Find my patterns

Five questions about your context, two answers: patterns and metrics. Shareable link, printable sheet.

Answer five questions

Strongest evidence first

The three patterns with the best receipts today.

All 19 patterns
Pattern 01 · An app that adaptsOn-demand suggestions per fieldFields stay empty until the user asks for options, so the user chooses a direction instead of hunting for errors.Tested (pilot) · 6 participantsPattern 02 · An app that adaptsPre-filled form with reviewThe AI fills every field first and the user checks. Suited to facts the system can verify, risky for judgement content.Tested (pilot) · 6 participantsPattern 17 · Dashboard with AI insightsBoard first, guided brief on requestThe person lands on a board they order themselves; the AI's one-task-at-a-time brief opens per task, on request. Five of seven accountants preferred it.Tested (pilot) · 7 participants

From the cases

Real products, real users, and the patterns that came out of them.

Practice case 2 · Done

CNEXT Mail2FlowCNEXT · Accountancy and financial servicesDashboard with AI insightsChat or assistantCase page opens after company approval

Practice case 1 · Done

VAIA FormFlowFlanders AI Academy (VAIA) · Education and trainingAn app that adaptsRead the case →

Partner study · Analysing

Goose conversation guideOdisee UX Lab · Communication coaching and wellbeingChat or assistantRead the case →

Practice case 3 · Preparing

FORCIT Signal StudioFORCIT · Innovation managementChat or assistantCase page opens after company approval

Where ULTRA stands, October 2026

For everyone who was at the kick-off and wonders what happened since.

Full timeline
  1. Nov 2025Kick-off
  2. Jun 2026Workshop 1, Discovery
  3. 15 Oct 2026Advisory group and meetup #2
  4. 23 Oct 2026Version 1 public, with Workshop 2: 19 patterns, 2 cases done
  5. Jan 2027KU Leuven evaluation framework on every card

The six practice cases. Two per interface type; each one becomes a receipt on the cards.

  1. CNEXT Mail2FlowDone · CNEXT
  2. VAIA FormFlowDone · Flanders AI Academy (VAIA)
  3. FORCIT Signal StudioPreparing · FORCIT
  4. Open slotYour product? Two per interface type.
  5. Open slotYour product? Two per interface type.
  6. Open slotYour product? Two per interface type.

2 done, 0 analysing, 1 preparing, 3 open. Bring your case and become the next receipt.

Latest: 2026-10-29, Ultra Patterns moves to ultra-project.be/patterns, next to the project site. The full list of patterns is now at /patterns/library. Old links to ultra-patterns.vercel.app still work. Changelog